| name | skill-finder |
| description | Automatically find, install, and activate skills when the user's request needs capabilities not currently available. Use when: (1) user asks to do something that requires tools/APIs/integrations not present in current skills, (2) user explicitly asks to find or install a skill, (3) user mentions a service/API/tool name that suggests a registry skill exists (e.g. 'binance', 'notion', 'jira', 'stripe'). Acts as the bootstrap skill that makes the agent self-extending. |
Skill Finder — Self-Extending Agent Bootstrap
Proactively search, install, and use skills from registries so the agent can handle requests beyond its current capabilities.
When to Trigger
- User asks for something no current tool or skill can do
- User mentions a specific service/API/tool name (e.g. "binance", "notion", "slack", "stripe")
- User explicitly asks to find, search, or install a skill
Workflow
1. Identify the Gap
Determine what capability is missing. Map the user's request to a search query:
- "Check my Binance balance" → query:
binance
- "Create a Jira ticket" → query:
jira
- "Send a Stripe invoice" → query:
stripe
- "Translate this to Japanese" → query:
translation
2. Search
Use the find_skills tool:
find_skills(query="<search term>", limit=5)
Tips:
- Use the service/tool name first:
find_skills(query="binance")
- Try broader terms if specific ones return nothing:
find_skills(query="project management") instead of find_skills(query="jira")
3. Evaluate Results
Pick the best match based on:
- Relevance score (higher = better match)
- Summary (does it solve the user's need?)
4. Install
Use the install_skill tool with the slug and registry from the search results:
install_skill(slug="<slug>", registry="<registry-name>")
The skill installs to workspace/skills/<slug>/ and is auto-discovered within seconds.
5. Use the Skill
After installation, read the new skill's SKILL.md with read_file:
read_file(path="workspace/skills/<slug>/SKILL.md")
Then follow its instructions to fulfill the user's original request.
Important
- Don't over-install: Only install when there's a clear need. Don't speculatively install skills.
- Check first: Review what skills are already available before searching.
- Warn about credentials: If a skill needs API keys or secrets, tell the user what's needed before proceeding.
- Fallback: If no suitable skill exists, inform the user and suggest alternatives.